DS 202 Final Project Report
2023-11-12
Part 1
Title
“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”
Abstract (TL;DR)
This project investigates the impact of socio-economic factors on employment rates across U.S. states. Utilizing ACS 2021 data, we explore relationships between employment and variables like education, citizenship, and housing. Key findings include significant correlations that inform employment dynamics in the U.S.
Motivation
We aim to analyze various socio-economic factors influencing employment in the U.S. This study is crucial for understanding how different aspects like education, age, and housing contribute to employment rates, thereby aiding policymakers and researchers.
Summary
We have imported data set from the ACS survey. We have 6 child RMD
files for this project which has the data analysis for the Employment,
Education, Citizenship, Age, Housing, Disabilities Data Set (ACS
2021).
Further, we started exploring each data set in detail and then we
started combining each data set with the employment to see what results
we can expect. We did find many direct relationships with each data set
on employment data set. We have put our concluding results in the Final
Report to help us stand by with our conclusions.
Part 2:
Data Sets and Variables
The below data sets are from data.census.gov [ United States Census Bureau]. We shortlisted it based on ACS 2021, inclusive for all states in United States.
Employment - K202301
Variable Description Total Total Employment Data In Labor Force Total People in Labor Force Civilian labor force: Total People in Civilian Labor Force Employed Total People Employed Unemployed Total People Unemployed In Armed Forces Total People in Armed Forces Not in labor force Total People not in Labor Force Education - K201501
Variable Description Education_Total_students Total Students in the Education Survery Education_Below_9th grade Number of students who have completed 9th grade Education_9th to 12th grade_no diploma Number of students who have completed 9th grade to 12th grade but no diploma Education_High_school_graduate Number of high school graduate students Education_Some college_no degree Number of people enrolled into some college but have not acquired a degree Education_Associates_degree Number of people with associates degree Education_Bachelors_degree Number of people with bachelors degree Education_Graduate_professional degree Number of people with Graduate Degree Citizenship - K200501
Variable Description Total Total Number of people in survey U.S. citizen Number of US citizen in the survery Not a U.S. citizen Number of Non US Citizens in the survery Age - K200104
Variable Description Total_age Total number of people in the age data frame Age_under_18 Total number of under 18 people “Age_18_to_24 People between 18 to 24 Age_25_to_34 People between 25 to 34 Age_35_to_44 People between 35 to 44 Age_45_to_54 People between 45 to 54 Age_55_to_64 People between 55 to 64 Age_over_64 People over 64 Housing - K202502
Variable Description Total Total Number of People in housing data frame Owner Occupied Total Number of people who have their own home Renter Occupied Total Number of people who are renting a place Disabilities - K201803
Variable Description Total_people Total Poeple in the data frame Total With Disabilities Total with disabilities Hearing Total with hearing problem Vision difficulty Total with vision problem cognative Total with cognative problem ambulatory difficulty Total with ambulatory difficlty Self-care difficulty Total with self care difficulty No Disability Total without disabilities
##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Loading required package: ggplot2## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBaDF1 - EMPLOYMENT
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K202301 and caching the dataset for faster future access.
Interpretations:
High Employment States: The states at the far left, such as Nebraska,
Minnesota, and Iowa, show the highest employment rates, each appearing
to exceed 60%. Low Employment States: On the right side, Puerto Rico,
West Virginia, and Mississippi have the lowest employment rates
depicted, with Puerto Rico showing a rate significantly lower than all
states, possibly below 40%. Variability: The chart shows that there is a
significant variability in employment rates across different states and
territories. This could be due to a variety of factors such as economic
policies, industrial diversity, population demographics, and educational
attainment levels.
The above bar chart shows the number of people who are employed, in armed forces or unemployed for each state. We can observe that bigger cities like california, new york, texas etc have the highest number of people who are employed. We can also notice that unemployment while compared to employment is less in each city.
The above graph shows the unployment rates across different states. We can observe that most number of states have an unemployment rate between 1-4.5%
## corrplot 0.92 loaded
The above chart shows the distribution of employment rates in the form of a map of the united states for better visualization. We can see that states like UT,NE,MN have the highest employment rates.
DF 2 - Education
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K201501 and caching the dataset for faster future access.Exploratory Data Analysis (EDA)
Exploratory Data Analysis (EDA) based on percentage
## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## ℹ Please use `all_of()` or `any_of()` instead.
## # Was:
## data %>% select(percentage_columns)
##
## # Now:
## data %>% select(all_of(percentage_columns))
##
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
DF3 - Citizenship
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K200501 and caching the dataset for faster future access.## Warning: Removed 1 rows containing missing values (`position_stack()`).
## Warning: Removed 1 rows containing missing values (`position_stack()`).
## Warning: Removed 1 rows containing missing values (`position_stack()`).
The ratio of US Citizens vs Non-US Citizens varies greatly across
various states in the U.S. as you can observe from the graph above.In
general there is a trend observed that , states with lesser US citizens
have a lower employment rate. ————————————————————————
DF4 - Age
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layout
DF5 - Housing
## Getting data from the 2021 1-year ACS## The 1-year ACS provides data for geographies with populations of 65,000 and greater.## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K202502 and caching the dataset for faster future access.
The above two bar charts show’s us the distrubution of precentage of
renter and owner occupied housing by state. We can see that states like
district of columbia, new york, california have the highest number of
people who rent the houses. And, states like west virginia, maine,
michigan have high number of people who own their own property.
DF6 - Disabilities
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K201803 and caching the dataset for faster future access.## # A tibble: 52 × 10
## NAME Total_people Total With Disabilit…¹ Hearing `Vision difficulty`
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Alabama 4957633 808071 208028 152798
## 2 Alaska 702154 92390 33397 15748
## 3 Arizona 7174053 972252 298849 180792
## 4 Arkansas 2974701 517051 142133 105624
## 5 California 38724294 4324355 1140131 844049
## 6 Colorado 5715497 640346 211803 120570
## 7 Connecticut 3557526 427014 113490 78078
## 8 Delaware 987964 130551 37933 25335
## 9 District of … 659979 76754 14429 14569
## 10 Florida 21465883 2906367 812248 555361
## # ℹ 42 more rows
## # ℹ abbreviated name: ¹`Total With Disabilities`
## # ℹ 5 more variables: cognative <dbl>, `ambulatory difficulty` <dbl>,
## # `Self-care difficulty` <dbl>, `Independent living difficulty` <dbl>,
## # `No Disability` <dbl>
In the bar chart titled “Disability Rates by State,” I notice a striking
range of disability rates across the U.S. states and territories. Puerto
Rico has the highest rate, over 20%, which is significantly higher than
any state, while states such as West Virginia, Mississippi, and Alabama
also have high rates, each above 15%. In stark contrast, Utah, New
Jersey, California, and the District of Columbia are at the lower end of
the spectrum, with rates around or below 10%. This variation suggests
that factors like healthcare access, occupation-related risks, and
demographic differences could play a role in these rates. From a policy
standpoint, it seems crucial that states with higher disability rates
may need to prioritize services and support systems for disabled
individuals. However, I’m aware that the chart doesn’t break down the
type or severity of disabilities, which would be essential for a more
nuanced understanding and effective policy-making.
The bar chart presents a comparison of different types of disabilities among residents of Iowa, with ‘Ambulatory difficulty’ being the most prevalent. This suggests that mobility impairments are a significant challenge for a large number of Iowans. ‘Independent living difficulty’ also represents a substantial portion, indicating that many individuals may struggle with daily activities without assistance. Interestingly, ‘Vision difficulty’ is the least common disability, which may reflect effective preventive care or accessibility to vision correction. ‘Hearing’ and ‘Cognitive’ disabilities fall in the middle range, signifying that while they are less common than mobility and independent living issues, they still affect a considerable number of people. This gives us a indepth analysis for each specific state. Similarly we can find for other states and dive deeper into the analysis.
## [1] "NAME"
## [2] "In labor force:"
## [3] "Civilian labor force:"
## [4] "Employed"
## [5] "Unemployed"
## [6] "In Armed Forces"
## [7] "Not in labor force"
## [8] "EmploymentRate"
## [9] "UnemploymentRate"
## [10] "NotInLaborForceRate"
## [11] "state"
## [12] "Education_Total_students"
## [13] "Education_Below_9th grade"
## [14] "Education_9th to 12th grade_no diploma"
## [15] "Education_High_school_graduate"
## [16] "Education_Some college_no degree"
## [17] "Education_Associates_degree"
## [18] "Education_Bachelors_degree"
## [19] "Education_Graduate_professional degree"
## [20] "U.S. citizen"
## [21] "Not a U.S. citizen"
## [22] "Total_age"
## [23] "Age_under_18"
## [24] "Age_18_to_24"
## [25] "Age_25_to_34"
## [26] "Age_35_to_44"
## [27] "Age_45_to_54"
## [28] "Age_55_to_64"
## [29] "Age_over_64"
## [30] "Total"
## [31] "Owner Occupied"
## [32] "Renter Occupied"
## [33] "Total_people"
## [34] "Total With Disabilities"
## [35] "Hearing"
## [36] "Vision difficulty"
## [37] "cognative"
## [38] "ambulatory difficulty"
## [39] "Self-care difficulty"
## [40] "Independent living difficulty"
## [41] "No Disability"
## [42] "DisabilityRate"Title
“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”
## NAME In labor force:
## 0 0
## Civilian labor force: Employed
## 0 0
## Unemployed In Armed Forces
## 0 0
## Not in labor force EmploymentRate
## 0 0
## UnemploymentRate NotInLaborForceRate
## 0 0
## state Education_Total_students
## 2 0
## Education_Below_9th grade Education_9th to 12th grade_no diploma
## 0 0
## Education_High_school_graduate Education_Some college_no degree
## 0 0
## Education_Associates_degree Education_Bachelors_degree
## 0 0
## Education_Graduate_professional degree U.S. citizen
## 0 1
## Not a U.S. citizen Total_age
## 1 0
## Age_under_18 Age_18_to_24
## 0 0
## Age_25_to_34 Age_35_to_44
## 0 0
## Age_45_to_54 Age_55_to_64
## 0 0
## Age_over_64 Total
## 0 0
## Owner Occupied Renter Occupied
## 0 0
## Total_people Total With Disabilities
## 0 0
## Hearing Vision difficulty
## 0 0
## cognative ambulatory difficulty
## 0 0
## Self-care difficulty Independent living difficulty
## 0 0
## No Disability DisabilityRate
## 0 0
## `geom_smooth()` using formula = 'y ~ x'
## $x
## [1] "Percentage of Bachelors Degree Holders"
##
## $y
## [1] "Employment Rate"
##
## $title
## [1] "Relation between Bachelors Degree Holders and Employment Rate"
##
## attr(,"class")
## [1] "labels"The plot suggests a positive correlation where states with a higher percentage of Bachelor’s degree holders tend to have higher employment rates, although the relationship does not appear to be very strong. The spread of the data points is quite broad, especially in the middle range of the percentage of Bachelor’s degree holders, which implies there are other factors at play influencing employment rates beyond just higher education attainment. The confidence interval, shown by the shaded area, is quite wide, indicating a significant variation in the employment rate at any given level of Bachelor’s degree holders. This leads me to think that while education is an important factor in employment, it is certainly not the only one, and state-specific economic policies, industries, and other socioeconomic factors might also play crucial roles.
## In labor force: Civilian labor force:
## In labor force: 1.00 1.00
## Civilian labor force: 1.00 1.00
## Employed 1.00 1.00
## Unemployed 0.97 0.98
## In Armed Forces 0.73 0.72
## Not in labor force 0.99 0.99
## EmploymentRate -0.03 -0.03
## UnemploymentRate 0.31 0.31
## NotInLaborForceRate -0.02 -0.02
## Education_Total_students 1.00 1.00
## Education_Below_9th grade 0.94 0.94
## Education_9th to 12th grade_no diploma 0.98 0.98
## Education_High_school_graduate 0.97 0.97
## Education_Some college_no degree 0.99 0.99
## Education_Associates_degree 0.98 0.98
## Education_Bachelors_degree 1.00 1.00
## Education_Graduate_professional degree 0.98 0.98
## U.S. citizen 1.00 1.00
## Not a U.S. citizen 0.95 0.95
## Total_age 1.00 1.00
## Age_under_18 0.99 0.99
## Age_18_to_24 1.00 1.00
## Age_25_to_34 1.00 1.00
## Age_35_to_44 1.00 1.00
## Age_45_to_54 1.00 1.00
## Age_55_to_64 0.99 1.00
## Age_over_64 0.98 0.98
## Total 1.00 1.00
## Owner Occupied 0.98 0.98
## Renter Occupied 0.99 0.99
## Total_people 1.00 1.00
## Total With Disabilities 0.99 0.99
## Hearing 0.98 0.98
## Vision difficulty 0.97 0.97
## cognative 0.99 0.99
## ambulatory difficulty 0.98 0.98
## Self-care difficulty 0.99 0.99
## Independent living difficulty 0.99 0.99
## No Disability 1.00 1.00
## DisabilityRate -0.29 -0.29
## Employed Unemployed In Armed Forces
## In labor force: 1.00 0.97 0.73
## Civilian labor force: 1.00 0.98 0.72
## Employed 1.00 0.97 0.73
## Unemployed 0.97 1.00 0.68
## In Armed Forces 0.73 0.68 1.00
## Not in labor force 0.99 0.97 0.72
## EmploymentRate -0.02 -0.09 -0.05
## UnemploymentRate 0.30 0.42 0.17
## NotInLaborForceRate -0.02 0.02 -0.04
## Education_Total_students 1.00 0.97 0.72
## Education_Below_9th grade 0.94 0.97 0.71
## Education_9th to 12th grade_no diploma 0.98 0.97 0.74
## Education_High_school_graduate 0.98 0.93 0.66
## Education_Some college_no degree 0.99 0.96 0.75
## Education_Associates_degree 0.98 0.95 0.70
## Education_Bachelors_degree 1.00 0.98 0.73
## Education_Graduate_professional degree 0.98 0.98 0.71
## U.S. citizen 1.00 0.97 0.72
## Not a U.S. citizen 0.95 0.97 0.72
## Total_age 1.00 0.97 0.73
## Age_under_18 0.99 0.96 0.74
## Age_18_to_24 1.00 0.97 0.74
## Age_25_to_34 1.00 0.98 0.74
## Age_35_to_44 1.00 0.97 0.74
## Age_45_to_54 1.00 0.98 0.73
## Age_55_to_64 0.99 0.97 0.70
## Age_over_64 0.98 0.95 0.68
## Total 1.00 0.96 0.71
## Owner Occupied 0.98 0.93 0.70
## Renter Occupied 0.99 0.99 0.72
## Total_people 1.00 0.97 0.73
## Total With Disabilities 0.99 0.95 0.71
## Hearing 0.98 0.93 0.72
## Vision difficulty 0.97 0.94 0.73
## cognative 0.99 0.95 0.71
## ambulatory difficulty 0.98 0.95 0.71
## Self-care difficulty 0.99 0.98 0.71
## Independent living difficulty 0.99 0.97 0.70
## No Disability 1.00 0.98 0.73
## DisabilityRate -0.29 -0.26 -0.24
## Not in labor force EmploymentRate
## In labor force: 0.99 -0.03
## Civilian labor force: 0.99 -0.03
## Employed 0.99 -0.02
## Unemployed 0.97 -0.09
## In Armed Forces 0.72 -0.05
## Not in labor force 1.00 -0.11
## EmploymentRate -0.11 1.00
## UnemploymentRate 0.32 -0.45
## NotInLaborForceRate 0.07 -0.96
## Education_Total_students 1.00 -0.06
## Education_Below_9th grade 0.93 -0.10
## Education_9th to 12th grade_no diploma 0.99 -0.13
## Education_High_school_graduate 0.98 -0.10
## Education_Some college_no degree 0.99 -0.05
## Education_Associates_degree 0.99 -0.08
## Education_Bachelors_degree 0.99 -0.02
## Education_Graduate_professional degree 0.97 -0.01
## U.S. citizen 1.00 -0.07
## Not a U.S. citizen 0.94 -0.03
## Total_age 1.00 -0.05
## Age_under_18 0.98 -0.03
## Age_18_to_24 0.99 -0.04
## Age_25_to_34 0.99 -0.04
## Age_35_to_44 0.99 -0.04
## Age_45_to_54 1.00 -0.06
## Age_55_to_64 1.00 -0.07
## Age_over_64 0.99 -0.10
## Total 0.99 -0.05
## Owner Occupied 0.98 -0.05
## Renter Occupied 0.99 -0.05
## Total_people 1.00 -0.05
## Total With Disabilities 1.00 -0.13
## Hearing 0.99 -0.11
## Vision difficulty 0.98 -0.18
## cognative 0.99 -0.13
## ambulatory difficulty 0.99 -0.16
## Self-care difficulty 1.00 -0.16
## Independent living difficulty 1.00 -0.15
## No Disability 0.99 -0.04
## DisabilityRate -0.21 -0.80
## UnemploymentRate NotInLaborForceRate
## In labor force: 0.31 -0.02
## Civilian labor force: 0.31 -0.02
## Employed 0.30 -0.02
## Unemployed 0.42 0.02
## In Armed Forces 0.17 -0.04
## Not in labor force 0.32 0.07
## EmploymentRate -0.45 -0.96
## UnemploymentRate 1.00 0.22
## NotInLaborForceRate 0.22 1.00
## Education_Total_students 0.32 0.02
## Education_Below_9th grade 0.35 0.04
## Education_9th to 12th grade_no diploma 0.32 0.09
## Education_High_school_graduate 0.29 0.07
## Education_Some college_no degree 0.28 0.01
## Education_Associates_degree 0.29 0.05
## Education_Bachelors_degree 0.33 -0.03
## Education_Graduate_professional degree 0.37 -0.05
## U.S. citizen 0.31 0.03
## Not a U.S. citizen 0.34 -0.04
## Total_age 0.31 0.01
## Age_under_18 0.29 -0.01
## Age_18_to_24 0.30 0.00
## Age_25_to_34 0.32 -0.01
## Age_35_to_44 0.31 -0.01
## Age_45_to_54 0.32 0.01
## Age_55_to_64 0.32 0.02
## Age_over_64 0.31 0.06
## Total 0.31 0.01
## Owner Occupied 0.28 0.02
## Renter Occupied 0.34 -0.01
## Total_people 0.31 0.01
## Total With Disabilities 0.31 0.10
## Hearing 0.27 0.08
## Vision difficulty 0.32 0.14
## cognative 0.31 0.10
## ambulatory difficulty 0.32 0.13
## Self-care difficulty 0.35 0.11
## Independent living difficulty 0.34 0.11
## No Disability 0.31 0.00
## DisabilityRate 0.03 0.87
## Education_Total_students
## In labor force: 1.00
## Civilian labor force: 1.00
## Employed 1.00
## Unemployed 0.97
## In Armed Forces 0.72
## Not in labor force 1.00
## EmploymentRate -0.06
## UnemploymentRate 0.32
## NotInLaborForceRate 0.02
## Education_Total_students 1.00
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.99
## Education_Associates_degree 0.99
## Education_Bachelors_degree 1.00
## Education_Graduate_professional degree 0.98
## U.S. citizen 1.00
## Not a U.S. citizen 0.95
## Total_age 1.00
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 1.00
## Age_35_to_44 1.00
## Age_45_to_54 1.00
## Age_55_to_64 1.00
## Age_over_64 0.99
## Total 1.00
## Owner Occupied 0.98
## Renter Occupied 0.99
## Total_people 1.00
## Total With Disabilities 0.99
## Hearing 0.99
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 1.00
## DisabilityRate -0.26
## Education_Below_9th grade
## In labor force: 0.94
## Civilian labor force: 0.94
## Employed 0.94
## Unemployed 0.97
## In Armed Forces 0.71
## Not in labor force 0.93
## EmploymentRate -0.10
## UnemploymentRate 0.35
## NotInLaborForceRate 0.04
## Education_Total_students 0.94
## Education_Below_9th grade 1.00
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 0.87
## Education_Some college_no degree 0.94
## Education_Associates_degree 0.90
## Education_Bachelors_degree 0.94
## Education_Graduate_professional degree 0.92
## U.S. citizen 0.93
## Not a U.S. citizen 0.99
## Total_age 0.94
## Age_under_18 0.95
## Age_18_to_24 0.95
## Age_25_to_34 0.96
## Age_35_to_44 0.96
## Age_45_to_54 0.95
## Age_55_to_64 0.92
## Age_over_64 0.90
## Total 0.92
## Owner Occupied 0.88
## Renter Occupied 0.96
## Total_people 0.94
## Total With Disabilities 0.91
## Hearing 0.91
## Vision difficulty 0.93
## cognative 0.92
## ambulatory difficulty 0.91
## Self-care difficulty 0.95
## Independent living difficulty 0.93
## No Disability 0.95
## DisabilityRate -0.20
## Education_9th to 12th grade_no diploma
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.97
## In Armed Forces 0.74
## Not in labor force 0.99
## EmploymentRate -0.13
## UnemploymentRate 0.32
## NotInLaborForceRate 0.09
## Education_Total_students 0.99
## Education_Below_9th grade 0.96
## Education_9th to 12th grade_no diploma 1.00
## Education_High_school_graduate 0.96
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.96
## Education_Bachelors_degree 0.97
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.95
## Total_age 0.99
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.98
## Age_over_64 0.96
## Total 0.98
## Owner Occupied 0.96
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.98
## Vision difficulty 0.99
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 0.99
## DisabilityRate -0.18
## Education_High_school_graduate
## In labor force: 0.97
## Civilian labor force: 0.97
## Employed 0.98
## Unemployed 0.93
## In Armed Forces 0.66
## Not in labor force 0.98
## EmploymentRate -0.10
## UnemploymentRate 0.29
## NotInLaborForceRate 0.07
## Education_Total_students 0.98
## Education_Below_9th grade 0.87
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 1.00
## Education_Some college_no degree 0.96
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.96
## Education_Graduate_professional degree 0.94
## U.S. citizen 0.98
## Not a U.S. citizen 0.87
## Total_age 0.98
## Age_under_18 0.97
## Age_18_to_24 0.97
## Age_25_to_34 0.96
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.99
## Renter Occupied 0.96
## Total_people 0.98
## Total With Disabilities 0.99
## Hearing 0.99
## Vision difficulty 0.97
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 0.97
## Independent living difficulty 0.98
## No Disability 0.97
## DisabilityRate -0.20
## Education_Some college_no degree
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.96
## In Armed Forces 0.75
## Not in labor force 0.99
## EmploymentRate -0.05
## UnemploymentRate 0.28
## NotInLaborForceRate 0.01
## Education_Total_students 0.99
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.98
## Education_High_school_graduate 0.96
## Education_Some college_no degree 1.00
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.94
## Total_age 0.99
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.98
## Age_over_64 0.97
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.99
## Vision difficulty 0.97
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.98
## Independent living difficulty 0.98
## No Disability 0.99
## DisabilityRate -0.25
## Education_Associates_degree
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.95
## In Armed Forces 0.70
## Not in labor force 0.99
## EmploymentRate -0.08
## UnemploymentRate 0.29
## NotInLaborForceRate 0.05
## Education_Total_students 0.99
## Education_Below_9th grade 0.90
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.98
## Education_Associates_degree 1.00
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.96
## U.S. citizen 0.99
## Not a U.S. citizen 0.91
## Total_age 0.98
## Age_under_18 0.97
## Age_18_to_24 0.97
## Age_25_to_34 0.97
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.97
## Total_people 0.98
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.96
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.98
## Independent living difficulty 0.99
## No Disability 0.98
## DisabilityRate -0.24
## Education_Bachelors_degree
## In labor force: 1.00
## Civilian labor force: 1.00
## Employed 1.00
## Unemployed 0.98
## In Armed Forces 0.73
## Not in labor force 0.99
## EmploymentRate -0.02
## UnemploymentRate 0.33
## NotInLaborForceRate -0.03
## Education_Total_students 1.00
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.97
## Education_High_school_graduate 0.96
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 1.00
## Education_Graduate_professional degree 0.99
## U.S. citizen 0.99
## Not a U.S. citizen 0.95
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 1.00
## Age_55_to_64 0.99
## Age_over_64 0.98
## Total 0.99
## Owner Occupied 0.97
## Renter Occupied 0.99
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.97
## Vision difficulty 0.96
## cognative 0.98
## ambulatory difficulty 0.97
## Self-care difficulty 0.98
## Independent living difficulty 0.98
## No Disability 1.00
## DisabilityRate -0.31
## Education_Graduate_professional degree
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.98
## In Armed Forces 0.71
## Not in labor force 0.97
## EmploymentRate -0.01
## UnemploymentRate 0.37
## NotInLaborForceRate -0.05
## Education_Total_students 0.98
## Education_Below_9th grade 0.92
## Education_9th to 12th grade_no diploma 0.95
## Education_High_school_graduate 0.94
## Education_Some college_no degree 0.95
## Education_Associates_degree 0.96
## Education_Bachelors_degree 0.99
## Education_Graduate_professional degree 1.00
## U.S. citizen 0.97
## Not a U.S. citizen 0.93
## Total_age 0.98
## Age_under_18 0.96
## Age_18_to_24 0.97
## Age_25_to_34 0.97
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.98
## Age_over_64 0.97
## Total 0.97
## Owner Occupied 0.95
## Renter Occupied 0.98
## Total_people 0.98
## Total With Disabilities 0.95
## Hearing 0.94
## Vision difficulty 0.93
## cognative 0.95
## ambulatory difficulty 0.95
## Self-care difficulty 0.97
## Independent living difficulty 0.97
## No Disability 0.98
## DisabilityRate -0.34
## U.S. citizen Not a U.S. citizen
## In labor force: 1.00 0.95
## Civilian labor force: 1.00 0.95
## Employed 1.00 0.95
## Unemployed 0.97 0.97
## In Armed Forces 0.72 0.72
## Not in labor force 1.00 0.94
## EmploymentRate -0.07 -0.03
## UnemploymentRate 0.31 0.34
## NotInLaborForceRate 0.03 -0.04
## Education_Total_students 1.00 0.95
## Education_Below_9th grade 0.93 0.99
## Education_9th to 12th grade_no diploma 0.99 0.95
## Education_High_school_graduate 0.98 0.87
## Education_Some college_no degree 0.99 0.94
## Education_Associates_degree 0.99 0.91
## Education_Bachelors_degree 0.99 0.95
## Education_Graduate_professional degree 0.97 0.93
## U.S. citizen 1.00 0.94
## Not a U.S. citizen 0.94 1.00
## Total_age 1.00 0.95
## Age_under_18 0.99 0.95
## Age_18_to_24 1.00 0.95
## Age_25_to_34 0.99 0.96
## Age_35_to_44 1.00 0.96
## Age_45_to_54 1.00 0.95
## Age_55_to_64 1.00 0.93
## Age_over_64 0.98 0.91
## Total 1.00 0.93
## Owner Occupied 0.99 0.88
## Renter Occupied 0.99 0.96
## Total_people 1.00 0.95
## Total With Disabilities 0.99 0.91
## Hearing 0.99 0.91
## Vision difficulty 0.98 0.91
## cognative 0.99 0.91
## ambulatory difficulty 0.99 0.91
## Self-care difficulty 0.99 0.94
## Independent living difficulty 0.99 0.93
## No Disability 1.00 0.95
## DisabilityRate -0.24 -0.30
## Total_age Age_under_18 Age_18_to_24
## In labor force: 1.00 0.99 1.00
## Civilian labor force: 1.00 0.99 1.00
## Employed 1.00 0.99 1.00
## Unemployed 0.97 0.96 0.97
## In Armed Forces 0.73 0.74 0.74
## Not in labor force 1.00 0.98 0.99
## EmploymentRate -0.05 -0.03 -0.04
## UnemploymentRate 0.31 0.29 0.30
## NotInLaborForceRate 0.01 -0.01 0.00
## Education_Total_students 1.00 0.99 0.99
## Education_Below_9th grade 0.94 0.95 0.95
## Education_9th to 12th grade_no diploma 0.99 0.99 0.99
## Education_High_school_graduate 0.98 0.97 0.97
## Education_Some college_no degree 0.99 0.99 0.99
## Education_Associates_degree 0.98 0.97 0.97
## Education_Bachelors_degree 0.99 0.98 0.99
## Education_Graduate_professional degree 0.98 0.96 0.97
## U.S. citizen 1.00 0.99 1.00
## Not a U.S. citizen 0.95 0.95 0.95
## Total_age 1.00 0.99 1.00
## Age_under_18 0.99 1.00 1.00
## Age_18_to_24 1.00 1.00 1.00
## Age_25_to_34 1.00 1.00 1.00
## Age_35_to_44 1.00 1.00 1.00
## Age_45_to_54 1.00 0.99 1.00
## Age_55_to_64 1.00 0.98 0.99
## Age_over_64 0.98 0.96 0.97
## Total 1.00 0.99 0.99
## Owner Occupied 0.98 0.98 0.98
## Renter Occupied 0.99 0.99 0.99
## Total_people 1.00 0.99 1.00
## Total With Disabilities 0.99 0.98 0.99
## Hearing 0.99 0.98 0.98
## Vision difficulty 0.98 0.98 0.98
## cognative 0.99 0.98 0.99
## ambulatory difficulty 0.99 0.98 0.98
## Self-care difficulty 0.99 0.98 0.98
## Independent living difficulty 0.99 0.98 0.98
## No Disability 1.00 1.00 1.00
## DisabilityRate -0.26 -0.27 -0.26
## Age_25_to_34 Age_35_to_44 Age_45_to_54
## In labor force: 1.00 1.00 1.00
## Civilian labor force: 1.00 1.00 1.00
## Employed 1.00 1.00 1.00
## Unemployed 0.98 0.97 0.98
## In Armed Forces 0.74 0.74 0.73
## Not in labor force 0.99 0.99 1.00
## EmploymentRate -0.04 -0.04 -0.06
## UnemploymentRate 0.32 0.31 0.32
## NotInLaborForceRate -0.01 -0.01 0.01
## Education_Total_students 1.00 1.00 1.00
## Education_Below_9th grade 0.96 0.96 0.95
## Education_9th to 12th grade_no diploma 0.99 0.99 0.99
## Education_High_school_graduate 0.96 0.97 0.98
## Education_Some college_no degree 0.99 0.99 0.99
## Education_Associates_degree 0.97 0.97 0.98
## Education_Bachelors_degree 0.99 0.99 1.00
## Education_Graduate_professional degree 0.97 0.97 0.98
## U.S. citizen 0.99 1.00 1.00
## Not a U.S. citizen 0.96 0.96 0.95
## Total_age 1.00 1.00 1.00
## Age_under_18 1.00 1.00 0.99
## Age_18_to_24 1.00 1.00 1.00
## Age_25_to_34 1.00 1.00 1.00
## Age_35_to_44 1.00 1.00 1.00
## Age_45_to_54 1.00 1.00 1.00
## Age_55_to_64 0.99 0.99 1.00
## Age_over_64 0.97 0.97 0.98
## Total 0.99 0.99 1.00
## Owner Occupied 0.97 0.98 0.98
## Renter Occupied 0.99 0.99 0.99
## Total_people 1.00 1.00 1.00
## Total With Disabilities 0.98 0.98 0.99
## Hearing 0.98 0.98 0.98
## Vision difficulty 0.97 0.98 0.98
## cognative 0.98 0.98 0.99
## ambulatory difficulty 0.98 0.98 0.99
## Self-care difficulty 0.99 0.99 0.99
## Independent living difficulty 0.98 0.98 0.99
## No Disability 1.00 1.00 1.00
## DisabilityRate -0.27 -0.27 -0.26
## Age_55_to_64 Age_over_64 Total
## In labor force: 0.99 0.98 1.00
## Civilian labor force: 1.00 0.98 1.00
## Employed 0.99 0.98 1.00
## Unemployed 0.97 0.95 0.96
## In Armed Forces 0.70 0.68 0.71
## Not in labor force 1.00 0.99 0.99
## EmploymentRate -0.07 -0.10 -0.05
## UnemploymentRate 0.32 0.31 0.31
## NotInLaborForceRate 0.02 0.06 0.01
## Education_Total_students 1.00 0.99 1.00
## Education_Below_9th grade 0.92 0.90 0.92
## Education_9th to 12th grade_no diploma 0.98 0.96 0.98
## Education_High_school_graduate 0.99 0.99 0.99
## Education_Some college_no degree 0.98 0.97 0.99
## Education_Associates_degree 0.99 0.99 0.99
## Education_Bachelors_degree 0.99 0.98 0.99
## Education_Graduate_professional degree 0.98 0.97 0.97
## U.S. citizen 1.00 0.98 1.00
## Not a U.S. citizen 0.93 0.91 0.93
## Total_age 1.00 0.98 1.00
## Age_under_18 0.98 0.96 0.99
## Age_18_to_24 0.99 0.97 0.99
## Age_25_to_34 0.99 0.97 0.99
## Age_35_to_44 0.99 0.97 0.99
## Age_45_to_54 1.00 0.98 1.00
## Age_55_to_64 1.00 0.99 1.00
## Age_over_64 0.99 1.00 0.99
## Total 1.00 0.99 1.00
## Owner Occupied 0.99 0.98 0.99
## Renter Occupied 0.99 0.97 0.99
## Total_people 1.00 0.98 1.00
## Total With Disabilities 0.99 0.99 0.99
## Hearing 0.98 0.98 0.99
## Vision difficulty 0.97 0.96 0.98
## cognative 0.99 0.98 0.99
## ambulatory difficulty 0.99 0.99 0.99
## Self-care difficulty 0.99 0.98 0.99
## Independent living difficulty 0.99 0.99 0.99
## No Disability 0.99 0.98 1.00
## DisabilityRate -0.26 -0.23 -0.26
## Owner Occupied Renter Occupied
## In labor force: 0.98 0.99
## Civilian labor force: 0.98 0.99
## Employed 0.98 0.99
## Unemployed 0.93 0.99
## In Armed Forces 0.70 0.72
## Not in labor force 0.98 0.99
## EmploymentRate -0.05 -0.05
## UnemploymentRate 0.28 0.34
## NotInLaborForceRate 0.02 -0.01
## Education_Total_students 0.98 0.99
## Education_Below_9th grade 0.88 0.96
## Education_9th to 12th grade_no diploma 0.96 0.98
## Education_High_school_graduate 0.99 0.96
## Education_Some college_no degree 0.98 0.98
## Education_Associates_degree 0.98 0.97
## Education_Bachelors_degree 0.97 0.99
## Education_Graduate_professional degree 0.95 0.98
## U.S. citizen 0.99 0.99
## Not a U.S. citizen 0.88 0.96
## Total_age 0.98 0.99
## Age_under_18 0.98 0.99
## Age_18_to_24 0.98 0.99
## Age_25_to_34 0.97 0.99
## Age_35_to_44 0.98 0.99
## Age_45_to_54 0.98 0.99
## Age_55_to_64 0.99 0.99
## Age_over_64 0.98 0.97
## Total 0.99 0.99
## Owner Occupied 1.00 0.96
## Renter Occupied 0.96 1.00
## Total_people 0.98 0.99
## Total With Disabilities 0.99 0.98
## Hearing 0.99 0.97
## Vision difficulty 0.97 0.96
## cognative 0.99 0.98
## ambulatory difficulty 0.99 0.97
## Self-care difficulty 0.97 0.99
## Independent living difficulty 0.98 0.98
## No Disability 0.98 0.99
## DisabilityRate -0.25 -0.27
## Total_people Total With Disabilities
## In labor force: 1.00 0.99
## Civilian labor force: 1.00 0.99
## Employed 1.00 0.99
## Unemployed 0.97 0.95
## In Armed Forces 0.73 0.71
## Not in labor force 1.00 1.00
## EmploymentRate -0.05 -0.13
## UnemploymentRate 0.31 0.31
## NotInLaborForceRate 0.01 0.10
## Education_Total_students 1.00 0.99
## Education_Below_9th grade 0.94 0.91
## Education_9th to 12th grade_no diploma 0.99 0.98
## Education_High_school_graduate 0.98 0.99
## Education_Some college_no degree 0.99 0.98
## Education_Associates_degree 0.98 0.99
## Education_Bachelors_degree 0.99 0.98
## Education_Graduate_professional degree 0.98 0.95
## U.S. citizen 1.00 0.99
## Not a U.S. citizen 0.95 0.91
## Total_age 1.00 0.99
## Age_under_18 0.99 0.98
## Age_18_to_24 1.00 0.99
## Age_25_to_34 1.00 0.98
## Age_35_to_44 1.00 0.98
## Age_45_to_54 1.00 0.99
## Age_55_to_64 1.00 0.99
## Age_over_64 0.98 0.99
## Total 1.00 0.99
## Owner Occupied 0.98 0.99
## Renter Occupied 0.99 0.98
## Total_people 1.00 0.99
## Total With Disabilities 0.99 1.00
## Hearing 0.99 1.00
## Vision difficulty 0.98 0.99
## cognative 0.99 1.00
## ambulatory difficulty 0.99 1.00
## Self-care difficulty 0.99 0.99
## Independent living difficulty 0.99 0.99
## No Disability 1.00 0.99
## DisabilityRate -0.26 -0.17
## Hearing Vision difficulty cognative
## In labor force: 0.98 0.97 0.99
## Civilian labor force: 0.98 0.97 0.99
## Employed 0.98 0.97 0.99
## Unemployed 0.93 0.94 0.95
## In Armed Forces 0.72 0.73 0.71
## Not in labor force 0.99 0.98 0.99
## EmploymentRate -0.11 -0.18 -0.13
## UnemploymentRate 0.27 0.32 0.31
## NotInLaborForceRate 0.08 0.14 0.10
## Education_Total_students 0.99 0.98 0.99
## Education_Below_9th grade 0.91 0.93 0.92
## Education_9th to 12th grade_no diploma 0.98 0.99 0.98
## Education_High_school_graduate 0.99 0.97 0.99
## Education_Some college_no degree 0.99 0.97 0.98
## Education_Associates_degree 0.98 0.96 0.98
## Education_Bachelors_degree 0.97 0.96 0.98
## Education_Graduate_professional degree 0.94 0.93 0.95
## U.S. citizen 0.99 0.98 0.99
## Not a U.S. citizen 0.91 0.91 0.91
## Total_age 0.99 0.98 0.99
## Age_under_18 0.98 0.98 0.98
## Age_18_to_24 0.98 0.98 0.99
## Age_25_to_34 0.98 0.97 0.98
## Age_35_to_44 0.98 0.98 0.98
## Age_45_to_54 0.98 0.98 0.99
## Age_55_to_64 0.98 0.97 0.99
## Age_over_64 0.98 0.96 0.98
## Total 0.99 0.98 0.99
## Owner Occupied 0.99 0.97 0.99
## Renter Occupied 0.97 0.96 0.98
## Total_people 0.99 0.98 0.99
## Total With Disabilities 1.00 0.99 1.00
## Hearing 1.00 0.99 1.00
## Vision difficulty 0.99 1.00 0.99
## cognative 1.00 0.99 1.00
## ambulatory difficulty 0.99 0.99 1.00
## Self-care difficulty 0.98 0.98 0.99
## Independent living difficulty 0.98 0.98 0.99
## No Disability 0.98 0.98 0.99
## DisabilityRate -0.18 -0.11 -0.16
## ambulatory difficulty
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.95
## In Armed Forces 0.71
## Not in labor force 0.99
## EmploymentRate -0.16
## UnemploymentRate 0.32
## NotInLaborForceRate 0.13
## Education_Total_students 0.99
## Education_Below_9th grade 0.91
## Education_9th to 12th grade_no diploma 0.98
## Education_High_school_graduate 0.99
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.97
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.91
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.98
## Age_35_to_44 0.98
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.99
## Renter Occupied 0.97
## Total_people 0.99
## Total With Disabilities 1.00
## Hearing 0.99
## Vision difficulty 0.99
## cognative 1.00
## ambulatory difficulty 1.00
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 0.98
## DisabilityRate -0.14
## Self-care difficulty
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.98
## In Armed Forces 0.71
## Not in labor force 1.00
## EmploymentRate -0.16
## UnemploymentRate 0.35
## NotInLaborForceRate 0.11
## Education_Total_students 0.99
## Education_Below_9th grade 0.95
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.97
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.97
## U.S. citizen 0.99
## Not a U.S. citizen 0.94
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.98
## Total 0.99
## Owner Occupied 0.97
## Renter Occupied 0.99
## Total_people 0.99
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 1.00
## Independent living difficulty 1.00
## No Disability 0.99
## DisabilityRate -0.16
## Independent living difficulty
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.97
## In Armed Forces 0.70
## Not in labor force 1.00
## EmploymentRate -0.15
## UnemploymentRate 0.34
## NotInLaborForceRate 0.11
## Education_Total_students 0.99
## Education_Below_9th grade 0.93
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.99
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.97
## U.S. citizen 0.99
## Not a U.S. citizen 0.93
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.98
## Age_35_to_44 0.98
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 1.00
## Independent living difficulty 1.00
## No Disability 0.99
## DisabilityRate -0.16
## No Disability DisabilityRate
## In labor force: 1.00 -0.29
## Civilian labor force: 1.00 -0.29
## Employed 1.00 -0.29
## Unemployed 0.98 -0.26
## In Armed Forces 0.73 -0.24
## Not in labor force 0.99 -0.21
## EmploymentRate -0.04 -0.80
## UnemploymentRate 0.31 0.03
## NotInLaborForceRate 0.00 0.87
## Education_Total_students 1.00 -0.26
## Education_Below_9th grade 0.95 -0.20
## Education_9th to 12th grade_no diploma 0.99 -0.18
## Education_High_school_graduate 0.97 -0.20
## Education_Some college_no degree 0.99 -0.25
## Education_Associates_degree 0.98 -0.24
## Education_Bachelors_degree 1.00 -0.31
## Education_Graduate_professional degree 0.98 -0.34
## U.S. citizen 1.00 -0.24
## Not a U.S. citizen 0.95 -0.30
## Total_age 1.00 -0.26
## Age_under_18 1.00 -0.27
## Age_18_to_24 1.00 -0.26
## Age_25_to_34 1.00 -0.27
## Age_35_to_44 1.00 -0.27
## Age_45_to_54 1.00 -0.26
## Age_55_to_64 0.99 -0.26
## Age_over_64 0.98 -0.23
## Total 1.00 -0.26
## Owner Occupied 0.98 -0.25
## Renter Occupied 0.99 -0.27
## Total_people 1.00 -0.26
## Total With Disabilities 0.99 -0.17
## Hearing 0.98 -0.18
## Vision difficulty 0.98 -0.11
## cognative 0.99 -0.16
## ambulatory difficulty 0.98 -0.14
## Self-care difficulty 0.99 -0.16
## Independent living difficulty 0.99 -0.16
## No Disability 1.00 -0.27
## DisabilityRate -0.27 1.00| In labor force: | Civilian labor force: | Employed | Unemployed | In Armed Forces | Not in labor force | EmploymentRate | UnemploymentRate | NotInLaborForceRate | Education_Total_students | Education_Below_9th grade | Education_9th to 12th grade_no diploma | Education_High_school_graduate | Education_Some college_no degree | Education_Associates_degree | Education_Bachelors_degree | Education_Graduate_professional degree | U.S. citizen | Not a U.S. citizen | Total_age | Age_under_18 | Age_18_to_24 | Age_25_to_34 | Age_35_to_44 | Age_45_to_54 | Age_55_to_64 | Age_over_64 | Total | Owner Occupied | Renter Occupied | Total_people | Total With Disabilities | Hearing | Vision difficulty | cognative | ambulatory difficulty | Self-care difficulty | Independent living difficulty | No Disability | DisabilityRate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| In labor force: | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 0.99 | -0.03 | 0.31 | -0.02 | 1.00 | 0.94 | 0.98 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Civilian labor force: | 1.00 | 1.00 | 1.00 | 0.98 | 0.72 | 0.99 | -0.03 | 0.31 | -0.02 | 1.00 | 0.94 | 0.98 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Employed | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 0.99 | -0.02 | 0.30 | -0.02 | 1.00 | 0.94 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Unemployed | 0.97 | 0.98 | 0.97 | 1.00 | 0.68 | 0.97 | -0.09 | 0.42 | 0.02 | 0.97 | 0.97 | 0.97 | 0.93 | 0.96 | 0.95 | 0.98 | 0.98 | 0.97 | 0.97 | 0.97 | 0.96 | 0.97 | 0.98 | 0.97 | 0.98 | 0.97 | 0.95 | 0.96 | 0.93 | 0.99 | 0.97 | 0.95 | 0.93 | 0.94 | 0.95 | 0.95 | 0.98 | 0.97 | 0.98 | -0.26 |
| In Armed Forces | 0.73 | 0.72 | 0.73 | 0.68 | 1.00 | 0.72 | -0.05 | 0.17 | -0.04 | 0.72 | 0.71 | 0.74 | 0.66 | 0.75 | 0.70 | 0.73 | 0.71 | 0.72 | 0.72 | 0.73 | 0.74 | 0.74 | 0.74 | 0.74 | 0.73 | 0.70 | 0.68 | 0.71 | 0.70 | 0.72 | 0.73 | 0.71 | 0.72 | 0.73 | 0.71 | 0.71 | 0.71 | 0.70 | 0.73 | -0.24 |
| Not in labor force | 0.99 | 0.99 | 0.99 | 0.97 | 0.72 | 1.00 | -0.11 | 0.32 | 0.07 | 1.00 | 0.93 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.94 | 1.00 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.21 |
| EmploymentRate | -0.03 | -0.03 | -0.02 | -0.09 | -0.05 | -0.11 | 1.00 | -0.45 | -0.96 | -0.06 | -0.10 | -0.13 | -0.10 | -0.05 | -0.08 | -0.02 | -0.01 | -0.07 | -0.03 | -0.05 | -0.03 | -0.04 | -0.04 | -0.04 | -0.06 | -0.07 | -0.10 | -0.05 | -0.05 | -0.05 | -0.05 | -0.13 | -0.11 | -0.18 | -0.13 | -0.16 | -0.16 | -0.15 | -0.04 | -0.80 |
| UnemploymentRate | 0.31 | 0.31 | 0.30 | 0.42 | 0.17 | 0.32 | -0.45 | 1.00 | 0.22 | 0.32 | 0.35 | 0.32 | 0.29 | 0.28 | 0.29 | 0.33 | 0.37 | 0.31 | 0.34 | 0.31 | 0.29 | 0.30 | 0.32 | 0.31 | 0.32 | 0.32 | 0.31 | 0.31 | 0.28 | 0.34 | 0.31 | 0.31 | 0.27 | 0.32 | 0.31 | 0.32 | 0.35 | 0.34 | 0.31 | 0.03 |
| NotInLaborForceRate | -0.02 | -0.02 | -0.02 | 0.02 | -0.04 | 0.07 | -0.96 | 0.22 | 1.00 | 0.02 | 0.04 | 0.09 | 0.07 | 0.01 | 0.05 | -0.03 | -0.05 | 0.03 | -0.04 | 0.01 | -0.01 | 0.00 | -0.01 | -0.01 | 0.01 | 0.02 | 0.06 | 0.01 | 0.02 | -0.01 | 0.01 | 0.10 | 0.08 | 0.14 | 0.10 | 0.13 | 0.11 | 0.11 | 0.00 | 0.87 |
| Education_Total_students | 1.00 | 1.00 | 1.00 | 0.97 | 0.72 | 1.00 | -0.06 | 0.32 | 0.02 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Education_Below_9th grade | 0.94 | 0.94 | 0.94 | 0.97 | 0.71 | 0.93 | -0.10 | 0.35 | 0.04 | 0.94 | 1.00 | 0.96 | 0.87 | 0.94 | 0.90 | 0.94 | 0.92 | 0.93 | 0.99 | 0.94 | 0.95 | 0.95 | 0.96 | 0.96 | 0.95 | 0.92 | 0.90 | 0.92 | 0.88 | 0.96 | 0.94 | 0.91 | 0.91 | 0.93 | 0.92 | 0.91 | 0.95 | 0.93 | 0.95 | -0.20 |
| Education_9th to 12th grade_no diploma | 0.98 | 0.98 | 0.98 | 0.97 | 0.74 | 0.99 | -0.13 | 0.32 | 0.09 | 0.99 | 0.96 | 1.00 | 0.96 | 0.98 | 0.96 | 0.97 | 0.95 | 0.99 | 0.95 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.96 | 0.98 | 0.96 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | -0.18 |
| Education_High_school_graduate | 0.97 | 0.97 | 0.98 | 0.93 | 0.66 | 0.98 | -0.10 | 0.29 | 0.07 | 0.98 | 0.87 | 0.96 | 1.00 | 0.96 | 0.98 | 0.96 | 0.94 | 0.98 | 0.87 | 0.98 | 0.97 | 0.97 | 0.96 | 0.97 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.96 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 0.99 | 0.97 | 0.98 | 0.97 | -0.20 |
| Education_Some college_no degree | 0.99 | 0.99 | 0.99 | 0.96 | 0.75 | 0.99 | -0.05 | 0.28 | 0.01 | 0.99 | 0.94 | 0.98 | 0.96 | 1.00 | 0.98 | 0.98 | 0.95 | 0.99 | 0.94 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 0.97 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | -0.25 |
| Education_Associates_degree | 0.98 | 0.98 | 0.98 | 0.95 | 0.70 | 0.99 | -0.08 | 0.29 | 0.05 | 0.99 | 0.90 | 0.96 | 0.98 | 0.98 | 1.00 | 0.98 | 0.96 | 0.99 | 0.91 | 0.98 | 0.97 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.98 | 0.99 | 0.98 | 0.96 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | -0.24 |
| Education_Bachelors_degree | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 0.99 | -0.02 | 0.33 | -0.03 | 1.00 | 0.94 | 0.97 | 0.96 | 0.98 | 0.98 | 1.00 | 0.99 | 0.99 | 0.95 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 0.99 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.98 | 0.98 | 1.00 | -0.31 |
| Education_Graduate_professional degree | 0.98 | 0.98 | 0.98 | 0.98 | 0.71 | 0.97 | -0.01 | 0.37 | -0.05 | 0.98 | 0.92 | 0.95 | 0.94 | 0.95 | 0.96 | 0.99 | 1.00 | 0.97 | 0.93 | 0.98 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.98 | 0.97 | 0.97 | 0.95 | 0.98 | 0.98 | 0.95 | 0.94 | 0.93 | 0.95 | 0.95 | 0.97 | 0.97 | 0.98 | -0.34 |
| U.S. citizen | 1.00 | 1.00 | 1.00 | 0.97 | 0.72 | 1.00 | -0.07 | 0.31 | 0.03 | 1.00 | 0.93 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.94 | 1.00 | 0.99 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.24 |
| Not a U.S. citizen | 0.95 | 0.95 | 0.95 | 0.97 | 0.72 | 0.94 | -0.03 | 0.34 | -0.04 | 0.95 | 0.99 | 0.95 | 0.87 | 0.94 | 0.91 | 0.95 | 0.93 | 0.94 | 1.00 | 0.95 | 0.95 | 0.95 | 0.96 | 0.96 | 0.95 | 0.93 | 0.91 | 0.93 | 0.88 | 0.96 | 0.95 | 0.91 | 0.91 | 0.91 | 0.91 | 0.91 | 0.94 | 0.93 | 0.95 | -0.30 |
| Total_age | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 1.00 | -0.05 | 0.31 | 0.01 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Age_under_18 | 0.99 | 0.99 | 0.99 | 0.96 | 0.74 | 0.98 | -0.03 | 0.29 | -0.01 | 0.99 | 0.95 | 0.99 | 0.97 | 0.99 | 0.97 | 0.98 | 0.96 | 0.99 | 0.95 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 0.96 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 1.00 | -0.27 |
| Age_18_to_24 | 1.00 | 1.00 | 1.00 | 0.97 | 0.74 | 0.99 | -0.04 | 0.30 | 0.00 | 0.99 | 0.95 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.97 | 1.00 | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 | 1.00 | -0.26 |
| Age_25_to_34 | 1.00 | 1.00 | 1.00 | 0.98 | 0.74 | 0.99 | -0.04 | 0.32 | -0.01 | 1.00 | 0.96 | 0.99 | 0.96 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 1.00 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | -0.27 |
| Age_35_to_44 | 1.00 | 1.00 | 1.00 | 0.97 | 0.74 | 0.99 | -0.04 | 0.31 | -0.01 | 1.00 | 0.96 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.97 | 1.00 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.98 | 0.99 | 1.00 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | -0.27 |
| Age_45_to_54 | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 1.00 | -0.06 | 0.32 | 0.01 | 1.00 | 0.95 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Age_55_to_64 | 0.99 | 1.00 | 0.99 | 0.97 | 0.70 | 1.00 | -0.07 | 0.32 | 0.02 | 1.00 | 0.92 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 1.00 | 0.93 | 1.00 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | -0.26 |
| Age_over_64 | 0.98 | 0.98 | 0.98 | 0.95 | 0.68 | 0.99 | -0.10 | 0.31 | 0.06 | 0.99 | 0.90 | 0.96 | 0.99 | 0.97 | 0.99 | 0.98 | 0.97 | 0.98 | 0.91 | 0.98 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.98 | 0.99 | 0.98 | 0.96 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | -0.23 |
| Total | 1.00 | 1.00 | 1.00 | 0.96 | 0.71 | 0.99 | -0.05 | 0.31 | 0.01 | 1.00 | 0.92 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.93 | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Owner Occupied | 0.98 | 0.98 | 0.98 | 0.93 | 0.70 | 0.98 | -0.05 | 0.28 | 0.02 | 0.98 | 0.88 | 0.96 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.99 | 0.88 | 0.98 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 1.00 | 0.96 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 0.99 | 0.97 | 0.98 | 0.98 | -0.25 |
| Renter Occupied | 0.99 | 0.99 | 0.99 | 0.99 | 0.72 | 0.99 | -0.05 | 0.34 | -0.01 | 0.99 | 0.96 | 0.98 | 0.96 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.96 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 0.99 | 0.96 | 1.00 | 0.99 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | -0.27 |
| Total_people | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 1.00 | -0.05 | 0.31 | 0.01 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Total With Disabilities | 0.99 | 0.99 | 0.99 | 0.95 | 0.71 | 1.00 | -0.13 | 0.31 | 0.10 | 0.99 | 0.91 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | -0.17 |
| Hearing | 0.98 | 0.98 | 0.98 | 0.93 | 0.72 | 0.99 | -0.11 | 0.27 | 0.08 | 0.99 | 0.91 | 0.98 | 0.99 | 0.99 | 0.98 | 0.97 | 0.94 | 0.99 | 0.91 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.98 | -0.18 |
| Vision difficulty | 0.97 | 0.97 | 0.97 | 0.94 | 0.73 | 0.98 | -0.18 | 0.32 | 0.14 | 0.98 | 0.93 | 0.99 | 0.97 | 0.97 | 0.96 | 0.96 | 0.93 | 0.98 | 0.91 | 0.98 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.96 | 0.98 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | -0.11 |
| cognative | 0.99 | 0.99 | 0.99 | 0.95 | 0.71 | 0.99 | -0.13 | 0.31 | 0.10 | 0.99 | 0.92 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | -0.16 |
| ambulatory difficulty | 0.98 | 0.98 | 0.98 | 0.95 | 0.71 | 0.99 | -0.16 | 0.32 | 0.13 | 0.99 | 0.91 | 0.98 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.98 | -0.14 |
| Self-care difficulty | 0.99 | 0.99 | 0.99 | 0.98 | 0.71 | 1.00 | -0.16 | 0.35 | 0.11 | 0.99 | 0.95 | 0.99 | 0.97 | 0.98 | 0.98 | 0.98 | 0.97 | 0.99 | 0.94 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.16 |
| Independent living difficulty | 0.99 | 0.99 | 0.99 | 0.97 | 0.70 | 1.00 | -0.15 | 0.34 | 0.11 | 0.99 | 0.93 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.97 | 0.99 | 0.93 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.16 |
| No Disability | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 0.99 | -0.04 | 0.31 | 0.00 | 1.00 | 0.95 | 0.99 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.27 |
| DisabilityRate | -0.29 | -0.29 | -0.29 | -0.26 | -0.24 | -0.21 | -0.80 | 0.03 | 0.87 | -0.26 | -0.20 | -0.18 | -0.20 | -0.25 | -0.24 | -0.31 | -0.34 | -0.24 | -0.30 | -0.26 | -0.27 | -0.26 | -0.27 | -0.27 | -0.26 | -0.26 | -0.23 | -0.26 | -0.25 | -0.27 | -0.26 | -0.17 | -0.18 | -0.11 | -0.16 | -0.14 | -0.16 | -0.16 | -0.27 | 1.00 |
## `geom_smooth()` using formula = 'y ~ x'
## Loading required package: viridisLite##
## Attaching package: 'viridis'## The following object is masked from 'package:scales':
##
## viridis_pal## The following object is masked from 'package:maps':
##
## unemp## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.## Warning in RColorBrewer::brewer.pal(N, "Set2"): minimal value for n is 3, returning requested palette with 3 different levels
## Warning in RColorBrewer::brewer.pal(N, "Set2"): minimal value for n is 3, returning requested palette with 3 different levels## `geom_smooth()` using formula = 'y ~ x'
Part 3
Results
- Employment vs Education
- Employment Vs Housing
- Citizenship Vs Employmennt
Conclusions
This study provides insights into the socio-economic factors affecting employment in the U.S. Limitations include data scope and potential biases. Future work could explore more granular data and additional variables.
Part 4
Data Source
- Data from the American Community Survey (ACS) 2021.
- Scripts for data cleaning and analysis are included in the repository.
- 6 Child RMD files included in the repo, which support the DS202_final_project.rmd file
References
American Community Survey (ACS)
United States Census Bureau (data.census.gov)